Evaluation of a mechanistic model of glucose and lipid metabolism in periparturient cows.
A mechanistic model was previously developed to quantitatively describe glucose and lipid metabolism in periparturient cows. The objectives of the current study were to evaluate the accuracy and precision of the model by comparing predictions to data collected in an independent experiment; to identify the critical metabolic processes for ketosis development; and to use the model to evaluate the relative importance of dry matter intake, calf birth weight, milk yield, and body condition score on nutrition management. Residuals (observed - predicted) were regressed on model predictions using the independent data for the model inputs, and prediction error was calculated. Each model parameter (e.g., the rate of glucose consumption by peripheral tissues) was increased independently by 1 standard deviation to identify the critical metabolic processes for ketosis development. Critical control points to prevent ketosis were identified by increasing the driving variables of the model by 1 standard deviation to estimate the response in ketone body formation. The root mean square prediction error was 0.527 mM for ketone body predictions. The sensitivity analysis indicated that in the first few days of lactation, the rate of nonesterified fatty acid utilization had a greater effect on ketone body concentrations in periparturient cows than the other parameters tested in the model. The model was consistent with the knowledge that over-fattening during the prepartum period should be avoided to help prevent ketosis.
Guo
J
J
Department of Animal and Avian Sciences, University of Maryland, College Park 20742, USA.
Peters
R R
RR
Kohn
R A
RA
D000818:Animals; D001824:Body Constitution; D001835:Body Weight; D002417:Cattle / Q000502:physiology*; D002418:Cattle Diseases / Q000378:metabolism; D004435:Eating; D005260:Female; D005947:Glucose / Q000378:metabolism*; D007662:Ketosis / Q000378:metabolism / Q000662:veterinary; D007774:Lactation; D050356:Lipid Metabolism / Q000502:physiology*; D008892:Milk / Q000378:metabolism; D008954:Models, Biological; D049590:Postpartum Period; D011247:Pregnancy; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity
D005947:Glucose